gbdt topic

List gbdt repositories
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LiteMORT

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A memory efficient GBDT on adaptive distributions. Much faster than LightGBM with higher accuracy. Implicit merge operation.

JLBoost.jl

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A 100%-Julia implementation of Gradient-Boosting Regression Tree algorithms

RobustTrees

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[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples

alpha-zero-boosted

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A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)

lightgbm_predict4j

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A java implementation of LightGBM predicting part

mGBDT

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This is the official clone for the implementation of the NIPS18 paper Multi-Layered Gradient Boosting Decision Trees (mGBDT) .

autolgbm

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LightGBM + Optuna: Auto train LightGBM directly from CSV files, Auto tune them using Optuna, Auto serve best model using FastAPI. Inspired by Abhishek Thakur's AutoXGB.

treeVerification

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[NeurIPS 2019] H. Chen*, H. Zhang*, S. Si, Y. Li, D. Boning and C.-J. Hsieh, Robustness Verification of Tree-based Models (*equal contribution)